{"id":"W4410189249","doi":"10.1007/s10270-025-01290-5","title":"Antonio Vallecillo","year":2025,"lang":"en","type":"article","venue":"Software & Systems Modeling","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"RWTH Aachen University","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002422294,0.0001706612,0.0005499712,0.0002114063,0.0002024346,0.000009141242,0.00008739124,0.0001406472,0.000007105613],"category_scores_gemma":[0.0002189237,0.0001424632,0.000104935,0.0002103432,0.00005896517,0.00004216753,0.0000543724,0.000231222,0.000059962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514682,"about_ca_system_score_gemma":0.0002519143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009819496,"about_ca_topic_score_gemma":0.000002902342,"domain_scores_codex":[0.9986749,0.00004119776,0.0004445469,0.0003126996,0.0002319575,0.0002947144],"domain_scores_gemma":[0.9991509,0.00007985476,0.00005600764,0.0004116043,0.0002025544,0.00009902721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004853657,0.0004060141,0.08449577,0.007037459,0.001804316,0.001020692,0.002785702,0.01618093,0.0006198749,0.005738621,0.8697848,0.009640428],"study_design_scores_gemma":[0.006965688,0.000281399,0.0003963671,0.005466159,0.001088038,0.0005546295,0.006528125,0.2972416,0.00005264537,0.0005641261,0.6800245,0.0008367609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07317513,0.0651837,0.7253606,0.001711875,0.004918286,0.001013742,0.000005119636,0.0009620764,0.1276695],"genre_scores_gemma":[0.9765134,0.000300382,0.002032089,0.008308917,0.0003357633,0.00008617721,0.00001964575,0.00003228697,0.01237132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9033383,"threshold_uncertainty_score":0.5809479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361580226266678,"score_gpt":0.2853671731646877,"score_spread":0.2617513709020209,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}